OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	4
Number random steps	2
Nr. of workers (parameter)	4

Best RESULT, min (total: 4)

a	b	RESULT
5.901641068082567	68.35965925854366	74.2613003266

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
BOTORCH_MODULAR	2	2

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
a	range	5	100	float	No
b	range	5	100	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-08-10 22:16:30 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): BOTORCH_MODULAR, best RESULT: 74.2613003266, ▆▄█▁, finishing jobs, finished 1 job

Git-Version

Commit: 5b9c0cbb39108f116abe18e291a0a77bc6953443 (9475-5-g5b9c0cbb3)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT,a,b
0,1786400147,2,5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840,1786400149,1786400155,6,perl -e 'print "RESULT: " . (25.91470949351787567139 + 52.79460549354553222656)',0,,runnervmliwqe,0_0,COMPLETED,SOBOL,78.709314987100000848840863909572,25.91470949351787567138671875,52.7946054935455322265625
1,1786400158,1,5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840,1786400159,1786400166,7,perl -e 'print "RESULT: " . (77.24443439394235610962 + 13.0201980937272310257)',0,,runnervmliwqe,1_0,COMPLETED,SOBOL,90.264632487699998364405473694205,77.244434393942356109619140625,13.02019809372723102569580078125
2,1786400168,2,5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840,1786400170,1786400176,6,perl -e 'print "RESULT: " . (5.90164106808256683223 + 68.35965925854365821124)',0,,runnervmliwqe,2_0,COMPLETED,BOTORCH_MODULAR,74.261300326599993582021852489561,5.901641068082566832231350417715,68.359659258543658211237925570458
3,1786400179,2,5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840,1786400181,1786400187,6,perl -e 'print "RESULT: " . (5 + 100)',0,,runnervmliwqe,3_0,COMPLETED,BOTORCH_MODULAR,105,5,100

2026-08-10 22:15:47 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): SOBOL, Started OmniOpt2 run...
2026-08-10 22:15:47 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): SOBOL, getting new HP set (no sbatch)
2026-08-10 22:15:47 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-08-10 22:15:47 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): SOBOL, eval #1/1 start                    
2026-08-10 22:15:47 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): SOBOL, starting new job                   
2026-08-10 22:15:47 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): SOBOL, started new job                    
2026-08-10 22:15:56 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): SOBOL, new result: RESULT: 78.709315      
2026-08-10 22:15:57 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): SOBOL, best RESULT: 78.7093149870634, finishing jobs, finished 1 job
2026-08-10 22:15:58 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): SOBOL, best RESULT: 78.7093149870634, getting new HP set (no sbatch)
2026-08-10 22:15:58 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): SOBOL, best RESULT: 78.7093149870634, requested 1 jobs, got 1, 0.03 s/job
2026-08-10 22:15:58 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): SOBOL, best RESULT: 78.7093149870634, eval #1/1 start                    
2026-08-10 22:15:58 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): SOBOL, best RESULT: 78.7093149870634, starting new job                   
2026-08-10 22:15:58 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): SOBOL, best RESULT: 78.7093149870634, started new job                    
2026-08-10 22:16:07 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): SOBOL, best RESULT: 78.7093149870634, new result: RESULT: 90.264632      
2026-08-10 22:16:08 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): SOBOL, best RESULT: 78.7093149871, █▁, finishing jobs, finished 1 job    
2026-08-10 22:16:08 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): BOTORCH_MODULAR, best RESULT: 78.7093149871, █▁, getting new HP set (no sbatch)
2026-08-10 22:16:08 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): BOTORCH_MODULAR, best RESULT: 78.7093149871, █▁, requested 1 jobs, got 1, 0.52 s/job
2026-08-10 22:16:08 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): BOTORCH_MODULAR, best RESULT: 78.7093149871, █▁, eval #1/1 start                    
2026-08-10 22:16:08 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): BOTORCH_MODULAR, best RESULT: 78.7093149871, █▁, starting new job                   
2026-08-10 22:16:08 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): BOTORCH_MODULAR, best RESULT: 78.7093149871, █▁, started new job                    
2026-08-10 22:16:17 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): BOTORCH_MODULAR, best RESULT: 78.7093149871, █▁, new result: RESULT: 74.261300      
2026-08-10 22:16:19 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): BOTORCH_MODULAR, best RESULT: 74.2613003266262, ▆▁█, finishing jobs, finished 1 job 
2026-08-10 22:16:19 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): BOTORCH_MODULAR, best RESULT: 74.2613003266262, ▆▁█, getting new HP set (no sbatch) 
2026-08-10 22:16:19 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): BOTORCH_MODULAR, best RESULT: 74.2613003266262, ▆▁█, requested 1 jobs, got 1, 0.32 s/job
2026-08-10 22:16:19 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): BOTORCH_MODULAR, best RESULT: 74.2613003266262, ▆▁█, eval #1/1 start                    
2026-08-10 22:16:19 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): BOTORCH_MODULAR, best RESULT: 74.2613003266262, ▆▁█, starting new job                   
2026-08-10 22:16:19 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): BOTORCH_MODULAR, best RESULT: 74.2613003266262, ▆▁█, started new job                    
2026-08-10 22:16:28 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): BOTORCH_MODULAR, best RESULT: 74.2613003266262, ▆▁█, new result: RESULT: 105.000000     
2026-08-10 22:16:30 (5986b3f0-b7fc-4cf2-9b54-8fe7c7de7840): BOTORCH_MODULAR, best RESULT: 74.2613003266, ▆▄█▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.060 │    1 │        0.060 │
│       2 │   0.052 │    1 │        0.052 │
│       3 │   0.053 │    1 │        0.053 │
│       4 │   0.051 │    1 │        0.051 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.054 │      │              │
│  Median │   0.053 │      │              │
│   Total │   0.216 │      │              │
│     Max │   0.060 │      │              │
│     Min │   0.051 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.017 │    1 │        0.017 │
│         2 │   0.034 │    1 │        0.034 │
│         3 │   0.522 │    1 │        0.522 │
│         4 │   0.321 │    1 │        0.321 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.224 │      │              │
│    Median │   0.178 │      │              │
│     Total │   0.894 │      │              │
│       Max │   0.522 │      │              │
│       Min │   0.017 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	2
max_eval	4
run_program	[['cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc=']]
experiment_name	multiplication_constraint
mem_gb	10
parameter	[['a', 'range', '5', '100', 'float', 'false'], ['b', 'range', '5', '100', 'float', 'false']]
continue_previous_job	None
experiment_constraints	[['YSAqIGIgPj0gMTA=']]
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	True
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/runner
exclude	None
main_process_gb	8
max_nr_of_zero_results	50
abbreviate_job_names	False
orchestrator_file	None
checkout_to_latest_tested_version	False
live_share	True
disable_tqdm	False
disable_previous_job_constraint	False
workdir
occ_type	euclid
result_names	['RESULT=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
revert_to_random_when_seemingly_exhausted	True
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
username	None
max_failed_jobs	0
num_cpus_main_job	None
calculate_pareto_front_of_job	[]
show_generate_time_table	False
force_choice_for_ranges	False
max_abandoned_retrial	20
share_password	None
dryrun	False
db_url	None
run_program_once	None
worker_generator_path	None
save_to_database	False
range_max_difference	1000000
skip_search	False
nr_evals_per_arm	1
dump_config	None
dont_warm_start_refitting	False
refit_on_cv	False
fit_out_of_design	False
fit_abandoned	False
dont_jit_compile	False
num_restarts	20
raw_samples	1024
max_num_of_parallel_sruns	16
no_transform_inputs	False
no_normalize_y	False
transforms	[]
number_of_generators	1
num_parallel_jobs	4
worker_timeout	60
slurm_use_srun	False
time	60
partition	alpha
reservation	None
force_local_execution	False
slurm_signal_delay_s	0
nodes_per_job	1
cpus_per_task	1
account	None
gpus	0
dependency	None
run_mode	local
verbose	False
verbose_break_run_search_table	False
debug	False
flame_graph	False
memray	False
no_sleep	False
tests	False
show_worker_percentage_table_at_end	False
auto_exclude_defective_hosts	False
run_tests_that_fail_on_taurus	False
raise_in_eval	False
show_ram_every_n_seconds	0
show_generation_and_submission_sixel	False
just_return_defaults	False
prettyprint	False
runtime_debug	False
debug_stack_regex
debug_stack_trace_regex	None
show_func_name	False
beartype	False

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1786400145,768.7109375,29.5

`RESULT` (goal: minimize)

Best value: 74.2613003266
Achieved at:
- b = 68.359659258544 (r=0.349, weak positive correlation)
- run_time = 6 (r=0.156, weak positive correlation)
- a = 5.9016410680826 (r=0.033, weak positive correlation)

Top-5 Best Results

Parameter Sensitivity Ranking

Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.25	0.433	4
RESULT	74.2613	105	87.0588	11.8917	4
a	5	77.2444	28.5152	29.3498	4
b	13.0202	100	58.5436	31.3066	4

submitit INFO (2026-08-10 22:15:48,093) - Starting with JobEnvironment(job_id=116492, hostname=runnervmliwqe, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-08-10 22:15:48,093) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/116492/116492_submitted.pkl
Trial-Index: 0

Parameters: {"a": 25.914709493517876, "b": 52.79460549354553}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (25.91470949351787567139 + 52.79460549354553222656)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1786398333.292092
Size: 4096 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1786398333.3320925
Last modification: 1786398333.292092
Hostname: runnervmliwqe
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (25.91470949351787567139 + 52.79460549354553222656)'
stdout:
 RESULT: 78.7093149870634
stderr was empty
Result: {'RESULT': 78.7093149870634}
Final-results: {'RESULT': 78.7093149870634}
EXIT_CODE: 0
submitit INFO (2026-08-10 22:15:55,777) - Job completed successfully
submitit INFO (2026-08-10 22:15:55,777) - Exiting after successful completion